Crimes data EDA

Dataset statistics

Number of variables	27
Number of observations	1000
Missing cells	5364
Missing cells (%)	19.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	211.1 KiB
Average record size in memory	216.1 B

Variable types

CAT	15
NUM	11
UNSUPPORTED	1

Warnings

`Date Reported` has a high cardinality: 864 distinct values	High cardinality
`Date Occurred` has a high cardinality: 858 distinct values	High cardinality
`Crime Code Description` has a high cardinality: 70 distinct values	High cardinality
`MO Codes` has a high cardinality: 593 distinct values	High cardinality
`Premise Description` has a high cardinality: 77 distinct values	High cardinality
`Address` has a high cardinality: 935 distinct values	High cardinality
`Cross Street` has a high cardinality: 154 distinct values	High cardinality
`Location` has a high cardinality: 954 distinct values	High cardinality
`DR Number` is highly correlated with `df_index` and 1 other fields	High correlation
`df_index` is highly correlated with `DR Number` and 1 other fields	High correlation
`Reporting District` is highly correlated with `Area ID` and 1 other fields	High correlation
`Area ID` is highly correlated with `Reporting District` and 1 other fields	High correlation
`Crime Code 1` is highly correlated with `Crime Code` and 1 other fields	High correlation
`Crime Code` is highly correlated with `Crime Code 1` and 1 other fields	High correlation
`Crime Code 3` is highly correlated with `df_index` and 9 other fields	High correlation
`Time Occurred` is highly correlated with `Crime Code 3`	High correlation
`Victim Age` is highly correlated with `Crime Code 3`	High correlation
`Premise Code` is highly correlated with `Crime Code 3`	High correlation
`Crime Code 2` is highly correlated with `Crime Code 3`	High correlation
`Status Description` is highly correlated with `Status Code`	High correlation
`Status Code` is highly correlated with `Status Description`	High correlation
`MO Codes` has 110 (11.0%) missing values	Missing
`Victim Sex` has 94 (9.4%) missing values	Missing
`Victim Descent` has 94 (9.4%) missing values	Missing
`Weapon Used Code` has 659 (65.9%) missing values	Missing
`Weapon Description` has 659 (65.9%) missing values	Missing
`Crime Code 2` has 931 (93.1%) missing values	Missing
`Crime Code 3` has 998 (99.8%) missing values	Missing
`Crime Code 4` has 1000 (100.0%) missing values	Missing
`Cross Street` has 817 (81.7%) missing values	Missing
`Date Reported` is uniformly distributed	Uniform
`Date Occurred` is uniformly distributed	Uniform
`Crime Code 3` is uniformly distributed	Uniform
`Address` is uniformly distributed	Uniform
`Cross Street` is uniformly distributed	Uniform
`Location` is uniformly distributed	Uniform
`df_index` has unique values	Unique
`DR Number` has unique values	Unique
`Crime Code 4` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Victim Age` has 169 (16.9%) zeros	Zeros

Reproduction

Analysis started	2021-08-09 13:56:57.839862
Analysis finished	2021-08-09 13:57:45.130500
Duration	47.29 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	987928.7
Minimum	548
Maximum	1993248
Zeros	0
Zeros (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	548
5-th percentile	115864
Q1	478503.5
median	997321
Q3	1475642.5
95-th percentile	1897505.3
Maximum	1993248
Range	1992700
Interquartile range (IQR)	997139

Descriptive statistics

Standard deviation	572949.2855
Coefficient of variation (CV)	0.5799500364
Kurtosis	-1.200724843
Mean	987928.7
Median Absolute Deviation (MAD)	498564.5
Skewness	0.03807213977
Sum	987928700
Variance	3.282708838e+11
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1871871	1	0.1%
1477282	1	0.1%
1448636	1	0.1%
1835704	1	0.1%
1852650	1	0.1%
1045173	1	0.1%
1378996	1	0.1%
1802931	1	0.1%
874471	1	0.1%
1395371	1	0.1%
Other values (990)	990	99.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
548	1	0.1%
1410	1	0.1%
1670	1	0.1%
2780	1	0.1%
9316	1	0.1%

Value	Count	Frequency (%)
1993248	1	0.1%
1992417	1	0.1%
1991349	1	0.1%
1983140	1	0.1%
1974389	1	0.1%

DR Number
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	144863519.5
Minimum	100118167
Maximum	192111869
Zeros	0
Zeros (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	100118167
5-th percentile	101096442
Q1	121015744.2
median	150209692
Q3	170514365
95-th percentile	190209416.4
Maximum	192111869
Range	91993702
Interquartile range (IQR)	49498620.75

Descriptive statistics

Standard deviation	27553414.89
Coefficient of variation (CV)	0.1902025781
Kurtosis	-1.196783376
Mean	144863519.5
Median Absolute Deviation (MAD)	21299527.5
Skewness	-0.04636664928
Sum	1.448635195e+11
Variance	7.591906719e+14
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
172111867	1	0.1%
132018867	1	0.1%
120400593	1	0.1%
140509901	1	0.1%
190710476	1	0.1%
191507147	1	0.1%
120200647	1	0.1%
181412552	1	0.1%
110220169	1	0.1%
111705278	1	0.1%
Other values (990)	990	99.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
100118167	1	0.1%
100206791	1	0.1%
100208885	1	0.1%
100217227	1	0.1%
100218154	1	0.1%

Value	Count	Frequency (%)
192111869	1	0.1%
192110416	1	0.1%
192108522	1	0.1%
191910337	1	0.1%
191804633	1	0.1%

Date Reported
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	864
Distinct (%)	86.4%
Missing	0
Missing (%)	0.0%
Memory size	7.8 KiB

2010-08-09T00:00:00	4
2015-11-15T00:00:00	3
2013-01-12T00:00:00	3
2010-11-09T00:00:00	3
2013-03-20T00:00:00	3
Other values (859)	984

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
2010-08-09T00:00:00	4	0.4%
2015-11-15T00:00:00	3	0.3%
2013-01-12T00:00:00	3	0.3%
2010-11-09T00:00:00	3	0.3%
2013-03-20T00:00:00	3	0.3%
2018-02-05T00:00:00	3	0.3%
2010-10-15T00:00:00	3	0.3%
2011-06-04T00:00:00	3	0.3%
2012-07-03T00:00:00	3	0.3%
2016-07-14T00:00:00	3	0.3%
Other values (854)	969	96.9%

Frequencies of value counts

Unique

Unique	740 ?
Unique (%)	74.0%

Histogram of lengths of the category

Length

Max length	22
Median length	19
Mean length	19.156
Min length	19

Date Occurred
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	858
Distinct (%)	85.8%
Missing	0
Missing (%)	0.0%
Memory size	7.8 KiB

2011-01-01T00:00:00	4
2010-12-03T00:00:00	4
2011-01-26T00:00:00	3
2011-11-08T00:00:00	3
2010-12-01T00:00:00	3
Other values (853)	983

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
2011-01-01T00:00:00	4	0.4%
2010-12-03T00:00:00	4	0.4%
2011-01-26T00:00:00	3	0.3%
2011-11-08T00:00:00	3	0.3%
2010-12-01T00:00:00	3	0.3%
2013-01-12T00:00:00	3	0.3%
2017-03-15T00:00:00	3	0.3%
2010-11-14T00:00:00	3	0.3%
2015-06-14T00:00:00	3	0.3%
2015-11-20T00:00:00	3	0.3%
Other values (848)	968	96.8%

Frequencies of value counts

Unique

Unique	728 ?
Unique (%)	72.8%

Histogram of lengths of the category

Length

Max length	19
Median length	19
Mean length	19
Min length	19

Time Occurred
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	227
Distinct (%)	22.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1346.928
Minimum	1
Maximum	2359
Zeros	0
Zeros (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	1
5-th percentile	100
Q1	920
median	1400
Q3	1900
95-th percentile	2300
Maximum	2359
Range	2358
Interquartile range (IQR)	980

Descriptive statistics

Standard deviation	666.2990299
Coefficient of variation (CV)	0.4946805099
Kurtosis	-0.7790123195
Mean	1346.928
Median Absolute Deviation (MAD)	500
Skewness	-0.4208786818
Sum	1346928
Variance	443954.3972
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1200	52	5.2%
2200	34	3.4%
1900	32	3.2%
1000	26	2.6%
1800	25	2.5%
1500	24	2.4%
2300	23	2.3%
1	22	2.2%
1700	22	2.2%
2100	21	2.1%
Other values (217)	719	71.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	22	2.2%
5	6	0.6%
10	4	0.4%
15	2	0.2%
20	1	0.1%

Value	Count	Frequency (%)
2359	1	0.1%
2355	2	0.2%
2350	2	0.2%
2345	4	0.4%
2340	3	0.3%

Area ID
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	21
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.003
Minimum	1
Maximum	21
Zeros	0
Zeros (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	6
median	11.5
Q3	16
95-th percentile	20
Maximum	21
Range	20
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	6.024224621
Coefficient of variation (CV)	0.5475074635
Kurtosis	-1.218719532
Mean	11.003
Median Absolute Deviation (MAD)	5.5
Skewness	-0.02336680459
Sum	11003
Variance	36.29128228
Monotocity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
3	69	6.9%
12	68	6.8%
2	59	5.9%
13	57	5.7%
17	57	5.7%
20	52	5.2%
15	51	5.1%
14	48	4.8%
19	47	4.7%
8	46	4.6%
Other values (11)	446	44.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	32	3.2%
2	59	5.9%
3	69	6.9%
4	40	4.0%
5	46	4.6%

Value	Count	Frequency (%)
21	40	4.0%
20	52	5.2%
19	47	4.7%
18	44	4.4%
17	57	5.7%

Area Name
Categorical

Distinct	21
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Memory size	7.8 KiB

Southwest	69
77th Street	68
Rampart	59
Newton	57
Devonshire	57
Other values (16)	690

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Southwest	69	6.9%
77th Street	68	6.8%
Rampart	59	5.9%
Newton	57	5.7%
Devonshire	57	5.7%
Olympic	52	5.2%
N Hollywood	51	5.1%
Pacific	48	4.8%
Mission	47	4.7%
West LA	46	4.6%
Other values (11)	446	44.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	11
Median length	8
Mean length	8.336
Min length	6

Reporting District
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	601
Distinct (%)	60.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1147.689
Minimum	119
Maximum	2187
Zeros	0
Zeros (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	119
5-th percentile	235
Q1	628
median	1196
Q3	1681.75
95-th percentile	2071
Maximum	2187
Range	2068
Interquartile range (IQR)	1053.75

Descriptive statistics

Standard deviation	602.794183
Coefficient of variation (CV)	0.5252243274
Kurtosis	-1.221347045
Mean	1147.689
Median Absolute Deviation (MAD)	539
Skewness	-0.01626561609
Sum	1147689
Variance	363360.8271
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
363	8	0.8%
1684	8	0.8%
256	6	0.6%
1764	6	0.6%
636	6	0.6%
1267	6	0.6%
235	5	0.5%
358	5	0.5%
2029	5	0.5%
2156	5	0.5%
Other values (591)	940	94.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
119	2	0.2%
124	1	0.1%
127	1	0.1%
132	1	0.1%
135	1	0.1%

Value	Count	Frequency (%)
2187	1	0.1%
2183	2	0.2%
2177	3	0.3%
2175	1	0.1%
2158	1	0.1%

Crime Code
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	70
Distinct (%)	7.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	508.288
Minimum	121
Maximum	956
Zeros	0
Zeros (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	121
5-th percentile	230
Q1	330
median	442
Q3	626
95-th percentile	928
Maximum	956
Range	835
Interquartile range (IQR)	296

Descriptive statistics

Standard deviation	207.0217696
Coefficient of variation (CV)	0.4072922626
Kurtosis	-0.7412935396
Mean	508.288
Median Absolute Deviation (MAD)	132
Skewness	0.4900477984
Sum	508288
Variance	42858.01307
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
624	90	9.0%
440	87	8.7%
330	82	8.2%
510	81	8.1%
310	76	7.6%
626	62	6.2%
354	51	5.1%
740	47	4.7%
745	41	4.1%
230	39	3.9%
Other values (60)	344	34.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
121	4	0.4%
122	1	0.1%
210	38	3.8%
220	3	0.3%
230	39	3.9%

Value	Count	Frequency (%)
956	7	0.7%
949	1	0.1%
946	10	1.0%
940	1	0.1%
933	1	0.1%

Crime Code Description
Categorical

HIGH CARDINALITY

Distinct	70
Distinct (%)	7.0%
Missing	0
Missing (%)	0.0%
Memory size	7.8 KiB

BATTERY - SIMPLE ASSAULT	90
THEFT PLAIN - PETTY ($950 & UNDER)	87
BURGLARY FROM VEHICLE	82
VEHICLE - STOLEN	81
BURGLARY	76
Other values (65)	584

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
BATTERY - SIMPLE ASSAULT	90	9.0%
THEFT PLAIN - PETTY ($950 & UNDER)	87	8.7%
BURGLARY FROM VEHICLE	82	8.2%
VEHICLE - STOLEN	81	8.1%
BURGLARY	76	7.6%
INTIMATE PARTNER - SIMPLE ASSAULT	62	6.2%
THEFT OF IDENTITY	51	5.1%
VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)	47	4.7%
VANDALISM - MISDEAMEANOR ($399 OR UNDER)	41	4.1%
ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT	39	3.9%
Other values (60)	344	34.4%

Frequencies of value counts

Unique

Unique	22 ?
Unique (%)	2.2%

Histogram of lengths of the category

Length

Max length	56
Median length	24
Mean length	28.541
Min length	5

MO Codes
Categorical

HIGH CARDINALITY
MISSING

Distinct	593
Distinct (%)	66.6%
Missing	110
Missing (%)	11.0%
Memory size	7.8 KiB

0344	110
0329	26
0416	20
1501	16
0329 1300	12
Other values (588)	706

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
0344	110	11.0%
0329	26	2.6%
0416	20	2.0%
1501	16	1.6%
0329 1300	12	1.2%
0325	11	1.1%
0344 1609	9	0.9%
0329 1307	8	0.8%
0377	7	0.7%
0416 2000	6	0.6%
Other values (583)	665	66.5%
(Missing)	110	11.0%

Frequencies of value counts

Unique

Unique	532 ?
Unique (%)	59.8%

Histogram of lengths of the category

Length

Max length	49
Median length	9
Mean length	12.02
Min length	3

Victim Age
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	79
Distinct (%)	7.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	31.758
Minimum	-1
Maximum	86
Zeros	169
Zeros (%)	16.9%
Memory size	7.8 KiB

Quantile statistics

Minimum	-1
5-th percentile	0
Q1	20
median	31
Q3	46.25
95-th percentile	65
Maximum	86
Range	87
Interquartile range (IQR)	26.25

Descriptive statistics

Standard deviation	20.26435491
Coefficient of variation (CV)	0.6380866211
Kurtosis	-0.631282624
Mean	31.758
Median Absolute Deviation (MAD)	13
Skewness	0.03777424644
Sum	31758
Variance	410.6440801
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	169	16.9%
23	27	2.7%
30	27	2.7%
32	25	2.5%
31	24	2.4%
21	23	2.3%
25	23	2.3%
27	22	2.2%
28	22	2.2%
33	21	2.1%
Other values (69)	617	61.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	1	0.1%
0	169	16.9%
3	1	0.1%
6	3	0.3%
8	3	0.3%

Value	Count	Frequency (%)
86	1	0.1%
85	2	0.2%
83	1	0.1%
81	1	0.1%
80	1	0.1%

Victim Sex
Categorical

MISSING

Distinct	3
Distinct (%)	0.3%
Missing	94
Missing (%)	9.4%
Memory size	7.8 KiB

M	454
F	424
X	28

Frequencies
Length

Value	Count	Frequency (%)
M	454	45.4%
F	424	42.4%
X	28	2.8%
(Missing)	94	9.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	1
Mean length	1.188
Min length	1

Victim Descent
Categorical

MISSING

Distinct	12
Distinct (%)	1.3%
Missing	94
Missing (%)	9.4%
Memory size	7.8 KiB

H	342
W	231
B	168
O	98
X	40
Other values (7)	27

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
H	342	34.2%
W	231	23.1%
B	168	16.8%
O	98	9.8%
X	40	4.0%
A	18	1.8%
K	4	0.4%
I	1	0.1%
U	1	0.1%
C	1	0.1%
Other values (2)	2	0.2%
(Missing)	94	9.4%

Frequencies of value counts

Unique

Unique	5 ?
Unique (%)	0.6%

Histogram of lengths of the category

Length

Max length	3
Median length	1
Mean length	1.188
Min length	1

Premise Code
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	77
Distinct (%)	7.7%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	324.019019
Minimum	101
Maximum	964
Zeros	0
Zeros (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	101
5-th percentile	101
Q1	102
median	222
Q3	501
95-th percentile	708
Maximum	964
Range	863
Interquartile range (IQR)	399

Descriptive statistics

Standard deviation	217.5129477
Coefficient of variation (CV)	0.6712968527
Kurtosis	-1.257899182
Mean	324.019019
Median Absolute Deviation (MAD)	121
Skewness	0.3356349188
Sum	323695
Variance	47311.8824
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
101	223	22.3%
501	202	20.2%
502	134	13.4%
108	62	6.2%
102	52	5.2%
203	48	4.8%
122	41	4.1%
707	22	2.2%
210	21	2.1%
404	15	1.5%
Other values (67)	179	17.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
101	223	22.3%
102	52	5.2%
103	3	0.3%
104	13	1.3%
108	62	6.2%

Value	Count	Frequency (%)
964	1	0.1%
951	1	0.1%
912	1	0.1%
904	1	0.1%
834	1	0.1%

Premise Description
Categorical

HIGH CARDINALITY

Distinct	77
Distinct (%)	7.7%
Missing	1
Missing (%)	0.1%
Memory size	7.8 KiB

STREET	223
SINGLE FAMILY DWELLING	202
MULTI-UNIT DWELLING (APARTMENT, DUPLEX, ETC)	134
PARKING LOT	62
SIDEWALK	52
Other values (72)	326

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
STREET	223	22.3%
SINGLE FAMILY DWELLING	202	20.2%
MULTI-UNIT DWELLING (APARTMENT, DUPLEX, ETC)	134	13.4%
PARKING LOT	62	6.2%
SIDEWALK	52	5.2%
OTHER BUSINESS	48	4.8%
VEHICLE, PASSENGER/TRUCK	41	4.1%
GARAGE/CARPORT	22	2.2%
RESTAURANT/FAST FOOD	21	2.1%
DEPARTMENT STORE	15	1.5%
Other values (67)	179	17.9%

Frequencies of value counts

Unique

Unique	34 ?
Unique (%)	3.4%

Histogram of lengths of the category

Length

Max length	57
Median length	14
Mean length	18.303
Min length	3

Weapon Used Code
Real number (ℝ_≥0)

MISSING

Distinct	27
Distinct (%)	7.9%
Missing	659
Missing (%)	65.9%
Infinite	0
Infinite (%)	0.0%

Mean	375.3049853
Minimum	101
Maximum	515
Zeros	0
Zeros (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	101
5-th percentile	104
Q1	400
median	400
Q3	400
95-th percentile	511
Maximum	515
Range	414
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	112.1436091
Coefficient of variation (CV)	0.2988066066
Kurtosis	0.8148100971
Mean	375.3049853
Median Absolute Deviation (MAD)	0
Skewness	-1.212843017
Sum	127979
Variance	12576.18906
Monotocity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
400	201	20.1%
500	36	3.6%
511	27	2.7%
102	15	1.5%
200	13	1.3%
109	7	0.7%
207	6	0.6%
308	4	0.4%
307	4	0.4%
302	4	0.4%
Other values (17)	24	2.4%
(Missing)	659	65.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
101	2	0.2%
102	15	1.5%
104	2	0.2%
106	3	0.3%
109	7	0.7%

Value	Count	Frequency (%)
515	1	0.1%
513	1	0.1%
512	1	0.1%
511	27	2.7%
504	1	0.1%

Weapon Description
Categorical

MISSING

Distinct	27
Distinct (%)	7.9%
Missing	659
Missing (%)	65.9%
Memory size	7.8 KiB

STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)	201
UNKNOWN WEAPON/OTHER WEAPON	36
VERBAL THREAT	27
HAND GUN	15
KNIFE WITH BLADE 6INCHES OR LESS	13
Other values (22)	49

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)	201	20.1%
UNKNOWN WEAPON/OTHER WEAPON	36	3.6%
VERBAL THREAT	27	2.7%
HAND GUN	15	1.5%
KNIFE WITH BLADE 6INCHES OR LESS	13	1.3%
SEMI-AUTOMATIC PISTOL	7	0.7%
OTHER KNIFE	6	0.6%
STICK	4	0.4%
BLUNT INSTRUMENT	4	0.4%
VEHICLE	4	0.4%
Other values (17)	24	2.4%
(Missing)	659	65.9%

Frequencies of value counts

Unique

Unique	12 ?
Unique (%)	3.5%

Histogram of lengths of the category

Length

Max length	46
Median length	3
Mean length	13.735
Min length	3

Status Code
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	7.8 KiB

IC	779
AA	109
AO	105
JA	6
JO	1

Frequencies
Length

Value	Count	Frequency (%)
IC	779	77.9%
AA	109	10.9%
AO	105	10.5%
JA	6	0.6%
JO	1	0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Status Description
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	7.8 KiB

Invest Cont	779
Adult Arrest	109
Adult Other	105
Juv Arrest	6
Juv Other	1

Frequencies
Length

Value	Count	Frequency (%)
Invest Cont	779	77.9%
Adult Arrest	109	10.9%
Adult Other	105	10.5%
Juv Arrest	6	0.6%
Juv Other	1	0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	12
Median length	11
Mean length	11.101
Min length	9

Crime Code 1
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	69
Distinct (%)	6.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	508.279
Minimum	121
Maximum	956
Zeros	0
Zeros (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	121
5-th percentile	230
Q1	330
median	442
Q3	626
95-th percentile	928
Maximum	956
Range	835
Interquartile range (IQR)	296

Descriptive statistics

Standard deviation	207.0083564
Coefficient of variation (CV)	0.4072730851
Kurtosis	-0.7411983295
Mean	508.279
Median Absolute Deviation (MAD)	132
Skewness	0.4899837297
Sum	508279
Variance	42852.45962
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
624	90	9.0%
440	87	8.7%
330	82	8.2%
510	81	8.1%
310	76	7.6%
626	62	6.2%
354	51	5.1%
740	47	4.7%
745	41	4.1%
230	39	3.9%
Other values (59)	344	34.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
121	4	0.4%
122	1	0.1%
210	38	3.8%
220	3	0.3%
230	39	3.9%

Value	Count	Frequency (%)
956	7	0.7%
949	1	0.1%
946	10	1.0%
940	1	0.1%
933	1	0.1%

Crime Code 2
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	13
Distinct (%)	18.8%
Missing	931
Missing (%)	93.1%
Infinite	0
Infinite (%)	0.0%

Mean	944.3913043
Minimum	480
Maximum	998
Zeros	0
Zeros (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	480
5-th percentile	624.8
Q1	998
median	998
Q3	998
95-th percentile	998
Maximum	998
Range	518
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	128.6806601
Coefficient of variation (CV)	0.1362577773
Kurtosis	4.542303734
Mean	944.3913043
Median Absolute Deviation (MAD)	0
Skewness	-2.383914463
Sum	65163
Variance	16558.71228
Monotocity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
998	56	5.6%
624	2	0.2%
946	1	0.1%
653	1	0.1%
860	1	0.1%
930	1	0.1%
510	1	0.1%
821	1	0.1%
626	1	0.1%
649	1	0.1%
Other values (3)	3	0.3%
(Missing)	931	93.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
480	1	0.1%
510	1	0.1%
624	2	0.2%
626	1	0.1%
649	1	0.1%

Value	Count	Frequency (%)
998	56	5.6%
946	1	0.1%
930	1	0.1%
860	1	0.1%
821	1	0.1%

Crime Code 3
Categorical

HIGH CORRELATION
MISSING
UNIFORM

Distinct	2
Distinct (%)	100.0%
Missing	998
Missing (%)	99.8%
Memory size	7.8 KiB

999	1
998	1

Frequencies
Length

Value	Count	Frequency (%)
999	1	0.1%
998	1	0.1%
(Missing)	998	99.8%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	100.0%

Histogram of lengths of the category

Length

Max length	5
Median length	3
Mean length	3.004
Min length	3

Crime Code 4
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	1000
Missing (%)	100.0%
Memory size	7.9 KiB

Address
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	935
Distinct (%)	93.5%
Missing	0
Missing (%)	0.0%
Memory size	7.8 KiB

SHERMAN WY	5
6TH ST	3
1ST ST	3
6700 11TH AV	3
3RD	3
Other values (930)	983

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
SHERMAN WY	5	0.5%
6TH ST	3	0.3%
1ST ST	3	0.3%
6700 11TH AV	3	0.3%
3RD	3	0.3%
9300 TAMPA AV	3	0.3%
WASHINGTON	3	0.3%
NORMANDIE AV	2	0.2%
13100 BROMONT AV	2	0.2%
1600 WILSHIRE BL	2	0.2%
Other values (925)	971	97.1%

Frequencies of value counts

Unique

Unique	879 ?
Unique (%)	87.9%

Histogram of lengths of the category

Length

Max length	40
Median length	39
Mean length	35.46
Min length	3

Cross Street
Categorical

HIGH CARDINALITY
MISSING
UNIFORM

Distinct	154
Distinct (%)	84.2%
Missing	817
Missing (%)	81.7%
Memory size	7.8 KiB

CENTRAL AV	5
BROADWAY	5
VERMONT AV	4
MAIN	4
AVALON	3
Other values (149)	162

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
CENTRAL AV	5	0.5%
BROADWAY	5	0.5%
VERMONT AV	4	0.4%
MAIN	4	0.4%
AVALON	3	0.3%
LASSEN	2	0.2%
OLYMPIC BL	2	0.2%
SAN PEDRO ST	2	0.2%
HOLLYWOOD BL	2	0.2%
SOTO	2	0.2%
Other values (144)	152	15.2%
(Missing)	817	81.7%

Frequencies of value counts

Unique

Unique	136 ?
Unique (%)	74.3%

Histogram of lengths of the category

Length

Max length	34
Median length	3
Mean length	6.138
Min length	3

Location
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	954
Distinct (%)	95.4%
Missing	0
Missing (%)	0.0%
Memory size	7.8 KiB

{'latitude': '33.9782', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.3294'}	3
{'latitude': '34.0215', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.2868'}	3
{'latitude': '34.2428', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.5361'}	3
{'latitude': '34.0554', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.2702'}	2
{'latitude': '34.0327', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.3002'}	2
Other values (949)	987

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
{'latitude': '33.9782', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.3294'}	3	0.3%
{'latitude': '34.0215', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.2868'}	3	0.3%
{'latitude': '34.2428', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.5361'}	3	0.3%
{'latitude': '34.0554', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.2702'}	2	0.2%
{'latitude': '34.0327', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.3002'}	2	0.2%
{'latitude': '34.2299', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.5536'}	2	0.2%
{'latitude': '34.2336', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.4517'}	2	0.2%
{'latitude': '33.9667', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.2893'}	2	0.2%
{'latitude': '34.0618', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.2979'}	2	0.2%
{'latitude': '34.0636', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.3047'}	2	0.2%
Other values (944)	977	97.7%

Frequencies of value counts

Unique

Unique	911 ?
Unique (%)	91.1%

Histogram of lengths of the category

Length

Max length	139
Median length	139
Mean length	138.737
Min length	129

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	df_index	DR Number	Date Reported	Date Occurred	Time Occurred	Area ID	Area Name	Reporting District	Crime Code	Crime Code Description	MO Codes	Victim Age	Victim Sex	Victim Descent	Premise Code	Premise Description	Weapon Used Code	Weapon Description	Status Code	Status Description	Crime Code 1	Crime Code 2	Crime Code 3	Crime Code 4	Address	Cross Street	Location
0	982934	142106122	2014-02-17T00:00:00	2014-02-17T00:00:00	1745	21	Topanga	2147	930	CRIMINAL THREATS - NO WEAPON DISPLAYED	0421	44	F	H	501.0	SINGLE FAMILY DWELLING	511.0	VERBAL THREAT	IC	Invest Cont	930.0	NaN	NaN	NaN	20900 HART ST	NaN	{'latitude': '34.1974', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.5884'}
1	1414445	162013590	2016-07-14T00:00:00	2016-07-13T00:00:00	1900	20	Olympic	2002	442	SHOPLIFTING - PETTY THEFT ($950 & UNDER)	0344	0	X	X	401.0	MINI-MART	NaN	NaN	IC	Invest Cont	442.0	NaN	NaN	NaN	400 N WESTERN AV	NaN	{'latitude': '34.0799', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.3113'}
2	1802931	181318857	2018-09-08T00:00:00	2018-08-08T00:00:00	1700	13	Newton	1363	440	THEFT PLAIN - PETTY ($950 & UNDER)	2000 1814 0444 0416 0446 0417 0329	38	F	W	505.0	MOTEL	400.0	STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)	IC	Invest Cont	440.0	626.0	NaN	NaN	5000 S CENTRAL AV	NaN	{'latitude': '33.9983', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.2608'}
3	300859	111117198	2011-09-04T00:00:00	2011-09-04T00:00:00	1210	11	Northeast	1162	433	DRIVING WITHOUT OWNER CONSENT (DWOC)	1501	29	M	B	108.0	PARKING LOT	NaN	NaN	IC	Invest Cont	433.0	NaN	NaN	NaN	1300 N VERMONT AV	NaN	{'latitude': '34.0956', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.2918'}
4	259275	110625988	2011-10-30T00:00:00	2011-10-30T00:00:00	25	6	Hollywood	657	626	INTIMATE PARTNER - SIMPLE ASSAULT	0400 2000	20	F	B	502.0	MULTI-UNIT DWELLING (APARTMENT, DUPLEX, ETC)	400.0	STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)	AO	Adult Other	626.0	NaN	NaN	NaN	5600 SANTA MONICA BL	NaN	{'latitude': '34.0908', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.3113'}
5	309074	111214172	2011-05-24T00:00:00	2011-05-23T00:00:00	2200	12	77th Street	1269	510	VEHICLE - STOLEN	NaN	0	NaN	NaN	101.0	STREET	NaN	NaN	IC	Invest Cont	510.0	NaN	NaN	NaN	80TH ST	CENTRAL AV	{'latitude': '33.9665', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.2564'}
6	1439833	170109651	2017-03-25T00:00:00	2017-03-24T00:00:00	1930	1	Central	185	330	BURGLARY FROM VEHICLE	0344 1609	28	M	W	101.0	STREET	NaN	NaN	IC	Invest Cont	330.0	NaN	NaN	NaN	11TH ST	LOS ANGELES ST	{'latitude': '34.0381', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.2566'}
7	232570	110320525	2011-09-13T00:00:00	2011-09-12T00:00:00	1545	3	Southwest	358	440	THEFT PLAIN - PETTY ($950 & UNDER)	0344 1607	20	M	H	722.0	COLLEGE/JUNIOR COLLEGE/UNIVERSITY	NaN	NaN	IC	Invest Cont	440.0	NaN	NaN	NaN	3600 TROUSDALE PY	NaN	{'latitude': '34.0215', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.2868'}
8	577329	121906564	2012-02-13T00:00:00	2012-02-12T00:00:00	1930	19	Mission	1964	956	LETTERS, LEWD - TELEPHONE CALLS, LEWD	1501	37	F	H	502.0	MULTI-UNIT DWELLING (APARTMENT, DUPLEX, ETC)	NaN	NaN	IC	Invest Cont	956.0	NaN	NaN	NaN	9400 VAN NUYS BL	NaN	{'latitude': '34.2412', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.4502'}
9	52069	101613620	2010-07-05T00:00:00	2010-01-01T00:00:00	1200	16	Foothill	1672	930	CRIMINAL THREATS - NO WEAPON DISPLAYED	0443 0913	6	M	H	501.0	SINGLE FAMILY DWELLING	NaN	NaN	IC	Invest Cont	930.0	NaN	NaN	NaN	11900 PEORIA ST	NaN	{'latitude': '34.2297', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.3924'}

Last rows

	df_index	DR Number	Date Reported	Date Occurred	Time Occurred	Area ID	Area Name	Reporting District	Crime Code	Crime Code Description	MO Codes	Victim Age	Victim Sex	Victim Descent	Premise Code	Premise Description	Weapon Used Code	Weapon Description	Status Code	Status Description	Crime Code 1	Crime Code 2	Crime Code 3	Crime Code 4	Address	Cross Street	Location
990	1024309	150317484	2015-08-01T00:00:00	2015-07-31T00:00:00	1130	3	Southwest	314	310	BURGLARY	1601 1602 0344	24	M	W	502.0	MULTI-UNIT DWELLING (APARTMENT, DUPLEX, ETC)	NaN	NaN	IC	Invest Cont	310.0	NaN	NaN	NaN	3800 W 27TH ST	NaN	{'latitude': '34.0312', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.3262'}
991	1918511	190511623	6212019-01-01T00:00:00	2019-06-21T00:00:00	1550	5	Harbor	517	901	VIOLATION OF RESTRAINING ORDER	1300 1309 2038	36	F	H	501.0	SINGLE FAMILY DWELLING	NaN	NaN	IC	Invest Cont	901.0	NaN	NaN	NaN	1100 BROAD AV	NaN	{'latitude': '33.7849', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.2612'}
992	1719910	180518986	2018-11-25T00:00:00	2018-11-23T00:00:00	1800	5	Harbor	507	330	BURGLARY FROM VEHICLE	0344 1300 0329 1609	40	F	A	101.0	STREET	NaN	NaN	IC	Invest Cont	330.0	NaN	NaN	NaN	1300 HARMONY WY	NaN	{'latitude': '33.8209', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.2995'}
993	496335	121020501	2012-12-21T00:00:00	2012-12-20T00:00:00	1000	10	West Valley	1047	901	VIOLATION OF RESTRAINING ORDER	NaN	35	F	O	501.0	SINGLE FAMILY DWELLING	NaN	NaN	AO	Adult Other	901.0	NaN	NaN	NaN	5800 TEXHOMA AV	NaN	{'latitude': '34.1766', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.5159'}
994	1487715	170516028	2017-09-14T00:00:00	2017-09-14T00:00:00	2040	5	Harbor	566	901	VIOLATION OF RESTRAINING ORDER	1813	36	F	H	502.0	MULTI-UNIT DWELLING (APARTMENT, DUPLEX, ETC)	NaN	NaN	AA	Adult Arrest	901.0	NaN	NaN	NaN	300 W 11TH ST	NaN	{'latitude': '33.7342', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.2836'}
995	844581	140516189	2014-10-16T00:00:00	2014-10-14T00:00:00	2000	5	Harbor	567	310	BURGLARY	0344 1602 0358	40	F	H	707.0	GARAGE/CARPORT	NaN	NaN	IC	Invest Cont	310.0	NaN	NaN	NaN	1700 S PACIFIC AV	NaN	{'latitude': '33.7288', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.288'}
996	324209	111321388	2011-09-20T00:00:00	2011-09-20T00:00:00	1935	13	Newton	1375	440	THEFT PLAIN - PETTY ($950 & UNDER)	0100 0202 0344	19	F	H	102.0	SIDEWALK	NaN	NaN	IC	Invest Cont	440.0	NaN	NaN	NaN	58TH ST	CENTRAL AV	{'latitude': '33.9902', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.2564'}
997	175149	101100587	2010-01-25T00:00:00	2010-01-25T00:00:00	40	11	Northeast	1125	626	INTIMATE PARTNER - SIMPLE ASSAULT	0416 2000	34	F	W	501.0	SINGLE FAMILY DWELLING	400.0	STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)	AA	Adult Arrest	626.0	NaN	NaN	NaN	4700 TOLAND WY	NaN	{'latitude': '34.12', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.2139'}
998	504270	121120035	2012-10-27T00:00:00	2012-10-26T00:00:00	1800	11	Northeast	1162	442	SHOPLIFTING - PETTY THEFT ($950 & UNDER)	0325	24	M	B	402.0	MARKET	NaN	NaN	AO	Adult Other	442.0	NaN	NaN	NaN	4500 W SUNSET BL	NaN	{'latitude': '34.0982', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.2874'}
999	1891737	191304433	2019-01-07T00:00:00	2018-11-15T00:00:00	1200	13	Newton	1371	649	DOCUMENT FORGERY / STOLEN FELONY	0923	36	M	H	501.0	SINGLE FAMILY DWELLING	NaN	NaN	IC	Invest Cont	649.0	NaN	NaN	NaN	100 W 56TH ST	NaN	{'latitude': '33.9915', 'needs_recoding': False, 'human_address': '{"address":"","city":"","state":"","zip":""}', 'longitude': '-118.2739'}

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows